Maintain docs/architecture/ARCHITECTURE.md, SLICES.md, and architecture.json for a repository's product/module architecture and provable code slices.
Production-grade architecture patterns for MaintainX integrations. Use when designing system architecture, planning integrations, or building enterprise-scale MaintainX solutions.
Generate software architecture diagrams, flowcharts, sequence diagrams, block diagrams, C4 models, ER schemas, Sankey flows, state machines, GitGraphs, timelines, and more using…
CRITICAL: Entry-level skill for Makepad 2.0 GUI development. This is the FIRST skill to load for any Makepad task — it provides design judgment anchors ABOVE the other 13 — from…
CRITICAL: Entry-level skill for Makepad 2.0 GUI development. This is the FIRST skill to load for any Makepad task — it provides design judgment anchors ABOVE the other 13 — from…
State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM with hardware-aware design.
State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM with hardware-aware design.
State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM with hardware-aware design.
Architecture Decision Records (ADRs)をdocs/adr/ディレクトリで管理します。 新しいADRの作成、既存ADRの編集、ADR索引の確認を行います。 ユーザーがアーキテクチャ決定の記録、ADRの作成・更新・検索を依頼したときに使用してください。…
Use whenever the user wants to create, review, approve, reject, version, revise, supersede, undo, migrate, configure, audit, or fix the header/format of Architecture Decision…
Create and manage Architecture Decision Records (ADRs) with auto-numbering, template detection, and index maintenance.
Expert at organizing and managing documentation structure across projects. Auto-invokes when organizing documentation files, setting up documentation frameworks, creating…
Production pipeline for mathematical and technical animations using Manim Community Edition. Creates 3Blue1Brown-style explainer videos, algorithm visualizations, equation…
Use when complex systems need visual documentation, mapping component relationships and dependencies, creating hierarchies or taxonomies, documenting process flows or decision…
Design and manage market data infrastructure — real-time and delayed feeds, Level 1/2/3 depth, consolidated tape vs direct feeds, vendor selection, licensing, and distribution…
Use when the mathematical core of a Mathematical Finance (Wiley) manuscript is the bottleneck — adapted for a theory journal, this means assumptions, theorem statements, proof…
Scan a codebase for deepening opportunities, present them as a visual HTML report, then grill through whichever one you pick.
Explore the current system and generate or update multi-level architecture documentation using an MBSE-lite approach: system context, capability map, containers, runtime…
Patterns for organizing, naming, and structuring multi-tool MCP servers (10+ tools). 多工具MCP服務器架構、分組、命名慣例。Use when: user asks to organize MCP tools, structure multi-tool MCP,…
Generic MCP (Model Context Protocol) server development patterns. Provides reusable architecture and best practices for building MCP servers that expose any domain-specific…
End-to-end MCU project planning and documentation for embedded microcontroller projects (ESP32, STM32, Arduino, RP2040).
Derive a formalism, architecture, learning rule, or algorithm so that each piece is forced rather than asserted — and stress-test it afterwards.
Consolidate session learning into permanent architecture — extract patterns into skills, instructions, prompts, or memory
BDB local-first long-term memory engine (memB). Query, remember, and adapt preferences, code architectures, and developer patterns across tasks.
Use to maintain persistent context across agent sessions — decision logs, architecture memory, and constraint tracking.
Five-layer memory architecture: where each fact lives, how layers interact, when to promote learnings
Architecture de mémoire pour agents IA — short-term, long-term, episodic, semantic, working memory. Se déclenche avec "mémoire agent", "agent memory", "long-term memory" — from…
Use when the user asks how code works, wants to understand architecture, trace execution flows, or explore unfamiliar parts of the codebase.
Architecture/design decisions with working memory -- before recommending, recall prior decisions and tradeoffs; when a decision is made, capture it immediately.
Transform validated knowledge into structured long-term memory. Activate after Bootstrap scan, after Discovery produces validated artefacts, or after architecture insights are…
CRITICAL: Use for managing agent memory based on CoALA cognitive architecture. Triggers on: remember this, 记住这个, save this info, learn from this, 学习这个, memory system, 记忆系统,…
Memory architecture derived from D-ND axioms. Manages persistent memory across sessions using the P6 principle — memory as recognition of belonging, not storage of facts.
Design short-term, long-term, and graph-based memory architectures. Use when building agents that must persist across sessions, needing to maintain entity consistency acr — from…
Design short-term, long-term, and graph-based memory architectures. Use when building agents that must persist across sessions, needing to maintain entity consistency acr — from…
Design and implement memory architectures for agent systems. Use when building agents that need to persist state across sessions, maintain entity consistency, or reason o — from…
Design and implement memory architectures for agent systems. Use when building agents that need to persist state across sessions, maintain entity consistency, or reason o — from…
Design and implement memory architectures for agent systems. Use when building agents that need to persist state across sessions, maintain entity consistency, or reason o — from…
Design short-term, long-term, and graph-based memory architectures. Use when building agents that must persist across sessions, needing to maintain entity consistency acr — from…
Design event-driven architectures using Fran Méndez's "AsyncAPI" philosophy. Emphasizes Event-First design, treating message contracts with the same rigor as REST (AsyncAPI spec),…
Create Mermaid diagrams in Obsidian including flowcharts, sequence diagrams, class diagrams, and more.
Comprehensive guide for creating software diagrams using Mermaid syntax. Use when users need to create, visualize, or document software through diagrams including class diagrams…
Create Mermaid diagrams for flowcharts, sequences, ERDs, and architectures. Masters syntax for all diagram types and styling.
USE WHEN the user wants to draw an architecture diagram, sequence diagram, flowchart, ER diagram, or state machine.
Expert Mermaid diagram creation, validation, and rendering with dual-engine output (SVG/PNG/ASCII). Supports all 20+ diagram types including C4 architecture, AWS architecture-beta…
Transform text content into professional Mermaid diagrams for presentations and documentation. Use when users ask to visualize concepts, create flowcharts, or make diagrams from…
Design message queue architectures. TRIGGERS - Use when user needs help with message-queue-design related tasks.
Use when shaping the primary message, supporting proofs, and audience-by-message matrix from a locked positioning frame — before any copy or launch beat.
Structured reasoning modifiers (/think, /verify, /adversarial, /edge, /confidence, /assumptions, etc.) to stress-test decisions, surface assumptions, or enumerate edge ca — from…
Use when when annotating large-scale untargeted metabolomics datasets where reference library coverage is incomplete and you need to infer metabolite identities for unannotated…
Extract the conceptual essence of a repository as skills, agents, and teams — the project's roles, procedures, and coordination patterns expressed as agentskills.io-standard…
Institutional Desk-Level Fully Automated Trading OS for XAU/USD and XAG/USD. Event-driven, risk-first, multi-engine architecture that runs as a continuous analysis and execution…
Use when the user asks to add a connector, create a connector, implement a connector for a service, add a tool to a connector, update a connector tool, or asks about connector…
Expert guidance for micro — asynchronous HTTP microservices framework by Vercel. Use when building lightweight HTTP servers, API endpoints, or microservices using the mic — from…
Embedded firmware development for microcontrollers including memory-mapped I/O, GPIO, interrupts, timers, UART/SPI/I2C serial protocols, PWM generation, ADC sampling,…
Expert guidance for Micronaut framework development with compile-time dependency injection, GraalVM native builds, and cloud-native microservices
Guidelines for building production-grade microservices with FastAPI/Python and Go, covering serverless patterns, clean architecture, observability, and resilience.
Customize generated microservices.sh apps safely. Use inside a generated app when changing config, hooks, overlays, routes, UI, content, schemas, admin screens, smoke checks, or…
Plan new microservices.sh applications. Use when a user wants to build an app, choose a template, select modules, compare starters, scope an MVP, or turn a product idea into a…
Designs distributed system architectures, decomposes monoliths into bounded-context services, recommends communication patterns, and produces service boundary diagrams an — from…
Distributed systems expert specializing in service decomposition, orchestration, and microservices architecture patterns.